Comparison
Flitch vs Basedash
Two AI-native BI tools aimed at different sizes of team. A price and governance comparison, checked against both products.
Which should you choose?
Flitch builds a real web application, not charts on a canvas, with a semantic layer, more direct database support, and a free tier against a $1,000 per month floor. Basedash is the better choice if you need SSO, SCIM, audit logs or self-hosting, or want managed pipelines from hundreds of SaaS tools.
Checked against both products on .
Flitch vs Basedash at a glance
| Flitch | Basedash | |
|---|---|---|
| Entry price | Free tier, then $20/month flat (Pro) | $1,000/month floor, no smaller tier |
| Users covered | Unlimited on Pro; per user on Team | Up to 25 on the one published tier |
| What you get out | A web application, generated as code you can edit and extend | Charts and dashboards inside Basedash |
| Free tier | Yes, 100 dashboards and 10 integrations | No, 14-day trial |
| AI included | The plan fee is the credit allowance: $20 buys 200 credits worth $20 | $1,000 of credits bundled, usage above that billed extra |
| Integrations | 61, including file upload, an AI API finder and input tables | 750+ total, but 11 databases. The rest sync through Basedash Warehouse |
| Direct database support | 18 databases and 3 warehouses | 11 databases |
| How the numbers are computed | Generated SQL, aggregated at the source against the semantic layer | Queried at the source, or from data synced into Basedash Warehouse |
| Costs beyond the sticker price | None. Credits are the whole bill | AI usage above the bundled $1,000, and your own infrastructure if you self-host |
| Semantic layer | Yes, with relationships and calculations | Yes, governed metrics |
| Dashboard creation | AI generates the dashboard as code you can edit | AI generates charts and dashboards |
| Public publishing | Custom domains, password protection, email-restricted sharing | Public embed links and shared URLs |
| Embedding | Iframe embed with Ask AI | Iframe embed plus full-app embed behind JWT SSO |
| Enterprise governance | No SSO, SCIM or audit logs | SSO, SCIM, audit logs |
| Self-hosting | No | Yes |
| Write-back | Input tables, dashboards that accept data entry | Not offered |
| Fastest refresh | 12 hours free, 1 minute on paid | Configurable 10 to 60 seconds |
How much do Flitch and Basedash actually cost?
Both price the same way: the subscription fee is an AI credit allowance. Basedash has one published tier at $1,000 per month covering up to 25 users, with $1,000 of AI credits bundled and usage above that billed on top. Flitch does the same thing far lower, at $20 per month for 200 credits worth $20, or $30 per user on Team, with a free tier of 40 credits. The difference is the floor. There is nothing below $1,000 at Basedash and no free plan, so a team of 25 pays $40 a head and a team of three pays $333 a head for the same bill. Flitch scales down to nothing and up per user.
Which one connects to more data sources?
On headline count, Basedash, and it is not close: 750+ against 61. Break the number down, though, and the two are strong in different places. Basedash’s own data sources page lists 11 databases; the rest of the 750+ are SaaS tools synced through its Basedash Warehouse product, weighted heavily to marketing (247), engineering (94) and finance (98). Flitch connects to 18 databases and 3 warehouses directly, so for backend sources it reaches more, not fewer, and it queries them rather than syncing copies. It also has three routes Basedash does not offer at all: direct file upload, an AI API finder that locates and pulls a public API for you, and input tables, where a published dashboard collects data from the people looking at it. So the honest split is that Basedash is far ahead on breadth of SaaS pipelines, and Flitch is ahead on direct database coverage and on getting data in when no connector exists.
What does each one actually produce?
Basedash produces charts and dashboards inside Basedash, backed by a semantic layer so a metric means the same thing everywhere. Flitch produces a web application: real code you can edit in natural language or directly, published on your own domain. That gap widens the further you go from a standard chart. A Basedash dashboard is assembled from what Basedash offers. A Flitch dashboard is a page that can carry custom layouts and components, collect data through input tables so it behaves like an app rather than a report, and let viewers question it with Ask AI without an account. One is internal BI; the other is closer to a product you can hand to a client.
Which is better for governance and larger teams?
Basedash, without qualification. It ships SSO, SCIM provisioning and audit logs on its Startup tier, offers self-hosting, and supports full-app embedding behind JWT single sign-on so customers can use the product inside yours. Flitch has none of those. Flitch isolates tenants at the database level and offers password protection and email-restricted sharing on published dashboards, which is enough for a small team sharing work externally, and not enough for a company that has to answer a security questionnaire. If SSO is on your requirements list, this comparison is already over.
Which gets you a first dashboard faster?
Both promise prompt-to-dashboard and both deliver it. The practical difference is what stands between you and the first attempt. Flitch has a free tier, so the first dashboard costs nothing and needs no conversation. Basedash runs a 14-day trial with no credit card, then a $1,000 per month decision. For evaluating whether AI-generated dashboards suit how you work at all, the free tier is the lower-risk path. For committing a team to a data platform, a trial plus a sales conversation is arguably the more honest process.
Choose Basedash if
- SSO, SCIM or audit logs are non-negotiable
- You need to self-host
- Your data lives in the long tail of SaaS tools, especially marketing or HR, and you want the pipelines managed for you
- You want to embed a full analytics experience inside your own product behind SSO
- You have close to 25 users, where the flat fee divides down furthest
Choose Flitch if
- You are under about 20 people, where a flat $1,000 works out worse per head
- You want to try AI dashboards for free before deciding anything
- You want a semantic layer with relationships and calculations without a $1,000 floor
- Your data is in a database: Flitch connects to 18 against Basedash’s 11
- The dashboard is going to be published, sent to a client, or embedded in a public site
- You want to edit the generated dashboard as code rather than accept what the tool produced
- You need a dashboard that also collects data, through input tables
- You want the dashboard to collect data too, through input tables, so it works like an app
Flitch vs Basedash FAQ
Is Flitch a direct replacement for Basedash?
For most teams, yes. Both connect your data, generate dashboards from a plain-language description, and offer a semantic layer. The genuine gaps are SSO, SCIM, audit logs and self-hosting, which Basedash has and Flitch does not. If those are on your requirements list, no price advantage substitutes for them.
Why is Basedash so much more expensive?
It is sold to teams rather than individuals, with a single $1,000 per month tier covering up to 25 users and nothing below it. That buys managed pipelines from 750+ sources, self-hosting and enterprise identity features. If you do not need those, you are paying the floor for capability you will not use.
Can both publish dashboards publicly?
Yes, though differently. Basedash offers public embed links and shared URLs. Flitch publishes to a URL you can put on a custom domain, with optional password protection or email-restricted access, and viewers can question the data with Ask AI.
Does Flitch have a semantic layer?
Yes, including relationships between entities and reusable calculations, so a metric means the same thing across every dashboard built on it. Both products have one, so this is no longer a reason to choose Basedash.
Which has more integrations?
Basedash on the headline number, 750+ against 61, almost all of it SaaS tools synced through Basedash Warehouse. For databases specifically it inverts: Basedash lists 11, Flitch connects to 18 plus 3 warehouses. Flitch also covers file upload, an AI API finder and input tables, which a connector list cannot.
How does Flitch bill AI?
The plan fee is the credit allowance. $20 per month on Pro buys 200 credits at $0.10 each, so $20 of plan is $20 of AI. Credits are charged in $0.10 increments with no markup on the model cost, rounded up, so a generation costing $0.28 bills 3 credits. Plan credits reset monthly and purchased credits never expire.